1. Introduction
Nanofluids are engineering colloids, composed of nanoparticles and a base fluid. Material used as nanoparticles are oxides, such as alumina, titania and copper oxide, metals, such as copper and gold and also carbon nanotubes and diamond nanoparticles. The base fluid is water or organic fluid, such as ethanol and ethylene glycol. Nanoparticles size is very similar to those of the base fluid, so nanofluids are usually considered as a suspension of nanoparticles into the fluid with little gravitational settling.
The study of heat and mass transfer of nanofluids between two parallel plates in motion has been an interesting topic due to its wide spectrum of scientific and engineering applications such as hydrodynamical machines, micro-sized cooling systems, lubrication system, polymer processing, chemical processing equipment and preparation and dispersion of fog [
1].
Boungiorno in [
2] introduced a model inside the Classical Thermodynamic Theory that consists of four balance equations for two components and that is able to describe convective transport in nanofluids. The model considers nanofluids like mixtures of a base fluid and nanoparticles. In this paper a non-equilibrium model for nanofluids inside Rational Extended Thermodynamic Theory (RET) [
3,
4,
5] is developed starting from the classical Buongiorno’s assumptions [
2]. The main reason for the present investigation is that RET has shown very interesting results for mixtures [
6] and moreover RET is more appropriate [
3,
4,
5] than Classical Thermodynamics to the description of some non-equilibrium phenomena such as acceleration waves [
7], shock waves [
8,
9], micro and nano-flows, second sound and light scattering [
5,
10,
11].
Rational Extended Thermodynamics considers the dissipative fluxes as additional field variables and introduces for these new fields appropriate balance equations. For monoatomic gasses this kind of equations are obtained directly from the Boltzmann equation [
12] while, for other materials, coherent balance equations must be assumed. In order to close the system, universal physical principles are adopted: Galilean invariance and Entropy Principles. The obtained set of field equations is symmetric hyperbolic. Hyperbolicity guarantees finite speeds of propagation, while symmetric hyperbolic systems imply the well-posedness of Cauchy problems (i.e., existence, uniqueness and continuous dependence on the data). Hyperbolic models overcome the paradox of infinite propagation speed of disturbances, and they are better suited to describe transient regimes.
RET was firstly formulated by Müller and Ruggeri [
3] to investigate the behavior of monatomic gases, and then it was developed to study a wider range of gases: polyatomic gases, moderately dense gases, and gas mixtures [
4,
5]. For the description of non-rarefied gases, Ruggeri and Sugyama elaborated a model that consists of two hierarchies of moments: one for mass and the other for energy. Models with more than two hierarchies of moments have recently emerged [
13].
In the last years, different studies on Extended Thermodynamics have been carried out on heat transfer in gas mixtures, see [
5] and the references therein. The ET theory was also generalized to dense and rarefied polyatomic gases, both in the classical [
14] and in the relativistic framework [
15], where results are useful in cosmology to describe some aspects of the post-recombination era. A relativistic version of the kinetic theory for polyatomic gas is defined in [
16], and relations between the fifteen-moments model for polyatomic gases and the fourteen-moments model for monatomic gases are revealed [
17].
ET is also applied to the investigation of different materials like metal electrons [
18], quantum systems [
19], and graphene [
20]. Unlike the ET theory, which was recently conceived to study the mixture of gases, it has largely developed in biological phenomena. In [
21,
22], an Extended Thermodynamic model for blood flow is defined in order to study the behavior of red blood cells in narrow vessels showing accordance between the analytical solutions of the model and experimental data. Furthermore, RET has been also applied to hyperbolic reaction–diffusion system biological models. See [
23,
24], where different patterns are studied, and [
25], where a chronic disease is investigated, providing wave solutions that occur at finite velocity.
Remarkable studies have been carried out on heat transfer in different symmetries [
26] and gas bubbles [
27].
In this paper, it is shown how it is possible to obtain a hyperbolic model for nanofluids that generalizes the classical Buongiorno model [
2]. It is shown that also in the simplest stationary heat transfer problem, the obtained solution is more accurate than the corresponding classical case, when some non-equilibrium phenomena occur.
The paper is organized as follows: In
Section 2, the mathematical model of Buongiorno [
2] is introduced. In
Section 3, a model of quasilinear balance laws is defined in the context of Rational Extended Thermodynamics for the description of nanofluids, regarded as a suspension of nanoparticles in a fluid.
Section 4,
Section 5 and
Section 6 are dedicated to the universal physical principles, which are invoked in Rational Extended Thermodynamics, in order to determine the constitutive variables.
Section 7 is devoted to a different but equivalent form for the whole nanofluids field equations. In
Section 8, production terms of balance equations are obtained through Maxwellian iterations at the first order and then by comparison with Navier–Stokes and Fourier laws and with experimental data of viscosity and thermal conductivity [
2]. In
Section 9, analytical solutions in the stationary 1D case are determined for the temperature of nanofluids, and the thermal properties of nanoparticles are discussed. Conclusions and future research perspectives are elaborated in
Section 10.
2. Classical Buongiorno’s Theory
Buongiorno in [
2] described nanofluids using the following set of balance equations:
The first equation represents the conservation law of mass for the whole nanofluid with the hypothesis of incompressibility;
is the nanofluid velocity. The second equation is the conservation law of mass for nanoparticles. In this model, the density of nanofluid
is assumed to be the average between the densities of nanoparticles
and base fluid
, i.e.,
with
being the volumetric fraction. The vector
represents the diffusion flux for the nanoparticles, which is given by
It is the sum of two contributions: Brownian diffusion and the thermophoresis phenomenon, which is equivalent to the Soret effect for gases or liquid mixtures. In [
2], an exhaustive description of all effects is presented, and the coefficients
and
are explicitly evaluated in terms of the fields.
The third Equation (
1)
3 represents the balance law of momentum, with
p as the total pressure and
as the stress tensor for the whole nanofluid. The fourth equation is the conservation law of energy, with
c being the specific heat of nanofluids
T is the temperature,
is the heat flux, and
denotes the specific particles’ enthalpy. The total stress tensor is expressed according to the Navier–Stokes law as
while the total heat flux is the sum of two contributions. The first is due to the Fourier law, and the second is related to the mass diffusion:
The coefficients
and
k represent, respectively, the viscosity and the heat conductivity of the whole nanofluid. In the applications in this paper, we consider a nanofluid to be composed of alumina and water. We use the following expressions for viscosity and thermal conductivity as reported in [
2,
28]:
with
and
being the viscosity and heat conductivity of water.
To have a more in-depth view of the thermophysical properties of nanofluids, restricted not only to the aluminum–water but also to the copper–water pair, one can refer to the appendix of [
2] or in [
28].
3. Rational Extended Thermodynamics
In order to investigate the thermophysical behavior of a nanofluid, a quasilinear model for its two components, the base fluid and nanoparticles, is developed. The present model contains 13 partial differential equations for the mass, momentum, stress tensor, and heat flux of each constituent. In fact, following the guidelines of Rational Extended Thermodynamics [
3,
4,
5], the state of each component is not only given by the density, velocity, and temperature but also by the stress tensor and heat flux, which are regarded as additional field variables. Then, it is necessary to associate balance equations to these new quantities instead of assuming the classical Navier–Stokes and Fourier constitutive laws.
The set of the balance equations for the model is
where
indicates the generic component of nanofluids;
refers to nanoparticles, while
corresponds to the base fluid.
In detail, Equation (
9)
1 represents the conservation law of mass for both components. Equation (
9)
2 is the conservation law for momentum, where
is the corresponding flux,
is the production term that takes into account the interaction forces between the two components, and
the external force acting on the different constituents. In (
9)
3, we study the evolution of the moment
that must be determined in terms of the field variables. We assume that the trace of this equation represents the balance law of energy for each constituent. The traceless part of (
9)
3 must furnish the balance equation for the stress tensor.
are the production terms associated to
. Round brackets in the indexes indicate symmetric part. The last Equation (
9)
4 must express the balance equation for heat flux when the density
, the flux
, and the production
are expressed in terms of the field variables.
Following Buongiorno’s paper [
2], also here, only a single equation for the total energy is considered. So in the following, we will take into account only the sum in
of the traces
and not separate balance equations. In this way, system (
9) becomes a set of 25 equations for the 25 field variables: the two densities
, the two velocities
, the total temperature
T, the two traceless parts of the stress tensors
(square brackets in the indexes denote the traceless part of a symmetric tensor) and the two heat fluxes
.
We need now to close the system by determining the unknown functions. Rational Extended Thermodynamics establishes that constitutive functions must be local and instantaneous, so they must depend, at each time and at each point, on field variables at the same time and at the same point and not on their gradients. So it must hold that:
for all unknown quantities, indicated with
, in (
9). We determine these functions by invoking some universal physical principles, such as Galilean invariance and the Entropy Principles.
4. Galilean Invariance
Galilean invariance imposes that the balance laws (
9) must hold in every inertial frame, so they must be invariant under Galilean transformation. This principle yields the decomposition of the densities, fluxes and productions into convective and non-convective parts (see for details [
3] page 35 and [
29]):
where
,
, and
are the velocity-independent parts of the corresponding fields. They are called internal parts. Some of these quantities are related to more common thermodynamic variables:
where
is the stress tensor,
is the heat flux, and
is the total internal energy for the
constituent. We observe, in fact, that (
11)
1 is the decomposition of the flux
into stress tensor
and the velocity-dependent part, while the trace of (
11)
4 gives the decomposition of the moment
into twice internal energy and twice kinetic energy.
The insertion of (
11) into (
9) provides the explicit form of the balance equations, in which only the derivatives of velocities are present and not the velocities themselves, according to the requirement of Galilean invariance. Therefore, after some simple calculations, system (
9) becomes
where
is the material derivative appropriate to each component.
Because of the definition of a single temperature for nanofluids, we consider, as already said, a unique equation for the total energy that is given by the sum of the balance laws of energy for each component:
while we continue to deal with two different equations for the traceless parts of the stress tensor:
We underline that the system is closed if the constitutive variables are determined as follows:
In the next section, we will show that Rational Extended Thermodynamics is able to limit the generality of these relations by the exploitation of the Entropy Principle.
5. Entropy Principle
The Entropy Principle states that there exists a concave function
h, the entropy density, that satisfies the balance law
for all solutions of the field Equation (
13). Here,
is the entropy flux, and
is the entropy production.
The requirement of validity of the Entropy Principle means that the field Equation (
13) provides some constraints for the fields that satisfy the entropy inequality. Rational Extended Thermodynamics [
3] assumes the field equations to be constraints for the Entropy Principle, and it takes into account these constraints by the introduction of Lagrange multipliers [
30] or main fields [
31]:
for the conservation law of mass,
for the balance law of momentum,
for the balance law of energy (in this case, we adopt a single Lagrange multiplier for the entire system because we consider a unique energy),
for the balance law of stress tensor, and
for the balance law of heat flux. So the entropy inequality can be recast as follows:
that must be valid for all
and
.
The presence of Lagrange multipliers adds new unknown quantities, but it helps in the determination of constitutive variables.
We are interested in studying thermodynamic processes not far from equilibrium, in which non-equilibrium fluxes
and
vanish. With this condition, constitutive variables can be expressed around the thermodynamic equilibrium as linear functions of the non-equilibrium fluxes:
The unknown functions
,
,
, and
depend on the densities and the temperature. In order to be coherent with all orders in (
18), the entropic quantities and the Lagrange multipliers must be expanded until terms of the second order. So the entropy density and the entropy flux are given by
and the Lagrange multipliers become
The entropy inequality is solved by the substitution of (
19)–(
21) and setting the coefficients of all derivatives in the field variables equal to zero. A formidable set of both algebraic and differential equations for all functions is determined in (
19)–(
21). For simplicity, we write here only the equations that will be useful to determine the functions in (
19)–(
21):
For the coefficients related to the entropy density:
For the coefficients related to the entropy flux:
For the coefficients related to Lagrange multipliers:
By combining and solving all these relations, we are able to determine the coefficients in (
19)–(
21) by which we have represented the entropy density and flux, the Lagrange multipliers, and in particular the constitutive variables, whose knowledge is essential to close the system.
It should be noted that, by vanishing the derivatives, what remains of entropic inequality is the residual inequality
that entails linear relations between the production terms
and
and the Lagrange multipliers
and
. The sign of the residual inequality must be verified once the unknown functions are determined, and it provides the validity of solutions that are physically acceptable.
6. Evaluation of the Coefficients near Equilibrium
First of all, the equilibrium terms associated to the entropy density are determined: By (
22)
1,2, the following relation is recovered,
that can be compared with the Gibbs equation of equilibrium thermodynamics:
This comparison yields the determination of the coefficients
where
is the chemical potential or Gibbs free energy. So the expression of the equilibrium coefficient of the entropy density is
From these results, and together with relations (
23)–(
27), we obtain, after some long but simple computations, the final expressions of the constitutive relations:
The constitutive variables
The entropy density and entropy flux
In conclusion, from (
13) a system of 25 balance laws for the 25 unknown fields
, and
is determined. It is closed except for the production terms. The system consists of the two conservations laws of mass (
13)
1, the two balance laws for the momentum (
13)
2, the conservation law for the total energy (
14), the two balance equations for the traceless parts of the two stress tensors (
15) and the two balance equations for the heat fluxes (
13)
4. The left-hand side of these equations is completely explicit in terms of the field variables through relations (
33).
For the production terms, linear productions are considered. In particular, inside the BGK assumption [
32], we assume that the productions are proportional to the corresponding densities minus their equilibrium values. With this assumption and by substituting the constitutive relations (
33) into the field equation corresponding to the
phase (
13)
1,2,4, (
14), and (
15), we obtain
In the last equations,
is the diffusion flux, and
,
and
are the relaxation times that will be evaluated with the Maxwellian iterations in
Section 8. First, in order to compare this model with the classical theory, we have to introduce the field equations for the whole nanofluid, an alternative form that will be useful in
Section 8.
7. Field Equations for the Whole Nanofluid
In the previous sections, we studied separately the field equations for the two different constituents of the nanofluid. The interaction between these two constituents was taken into account in the production terms. We proceed now to obtain the balance equations for the whole nanofluid from the balance equation for both constituents:
First of all, we define densities and fluxes for the whole nanofluid as the sum of the corresponding terms related to the two phases
in the following form:
and for the production terms
We observe that the baricentric velocity coincides with the velocity of the nanofluid considered a single fluid. Furthermore, the whole production must vanish since it refers to the production terms of the conservation law for the total momentum, which must be a conservation law. The same holds for the trace of the third equation for the conservation law of the whole energy.
Then, the sum of (
9) with
, yields the thirteen-moments model:
which is the equivalent set of (
9), but it corresponds to the whole nanofluid.
Using the constitutive relations for the two constituents (
11), (
33), (
37), and (
38), it is possible to recover the explicit form of the field equations. First of all, Equation (
39) can be written in terms of the diffusion velocity
and the diffusion flux
, defined as
Indeed, by the use of these quantities and by the substitution of relations (
11) into (
37) and (
38), it is possible to obtain the decomposition of the quantities
F,
M and
P in terms of the convective and non-convective parts:
Clearly, these relations coincide with the consequence of the Galilean principle applied to the whole nanofluid. Furthermore, the whole internal moments
,
m and
p depend on the internal moment of the two components by relations
In terms of these variables, it is possible to write Equation (
39) in the explicit form
that is equivalent to Equation (
13) with the difference that this set corresponds to the whole nanofluid. These equations are expressed in terms of the fields by use of (
33) and (
42).
It is then possible to note that Equation (
43)
1 coincides with the conservation law of the whole mass of the nanofluid, Equation (
43)
2 is the conservation law of the total momentum, and Equation (
43)
3 is the conservation law for the total energy, which coincides with the sum (
14). The two remaining Equations (
43)
4,5 are the balance equations for the total stress tensor and the total heat flux.
In conclusion, it is equivalent to deal with the 25 fields equations appropriate to both constituents (36) with , or to take into account the equations corresponding to one constituent (let us say (36) ) and the equations for the whole nanofluid.
As it will be shown in the next section, this second form, introduced in this chapter, is more indicative of the comparison with the classical Buongiono model.
8. Comparison with the Classical Model
In this section, we compare the obtained field equations with the classical Buongiorno model.
Assuming that the whole fluid is incompressible and setting the
constant in the conservation law of mass (
43)
1, this last equation coincides with the first classical Equation (
1)
1. Instead, inserting
with the
constant in the conservation law of mass for the first constituent (36)
1 and taking into account the definitions (
40), the balance law (
1)
2 is obtained.
The conservation laws for the momentum and energy for the whole nanofluid (
43)
2,3 coincide with Equation (
1)
3,4, when the same symbols are used.
The difference between the two theories lies in the remaining equations. In fact, as already said, classical thermodynamics assumes Fick (
3), Navier–Stokes (
5), and Fourier (
6) laws in order to express the diffusion flux, the stress tensor, and the heat flux in terms of the fields. In this section, we will show that these three laws can be obtained from the balance laws for the momentum, the stress tensor, and the heat flux relative to the two constituents using the so-called Maxwellian iterations (MI). With this procedure, it will be possible to evaluate the relaxation times
from the parameters that were evaluated by Buongiorno.
We proceed with the first MI, that is, we assume that the non-equilibrium quantities on the left-hand side of the Equation (36)
2,4,5 must vanish. This assumption is verified since we assume that the relaxation times
are small; therefore, on the left-hand side of the corresponding equations, the non-equilibrium variables can be neglected in comparison with the equilibrium quantities. So, in the first approximation, we recover from (36)
2,4,5These relations coincide with the Fick, Navier–Stokes, and Fourier laws for each constituent with appropriate diffusion coefficients, viscosities and heat conductivities. As already said, these relations are usually used in Classical Thermodynamics in order to express the diffusion flux, the stress tensor, and the heat flux in terms of the gradient of the density, velocity, and temperature. We can compare in details these relations with the classical Buongiorno model. Comparing (
44)
1 with (
3) and taking into account that in Buongiorno
, we have
The value of the diffusion coefficients
, which is due to the Brownian diffusion, is given by the Einstein–Stokes’ equation [
2]
where
is the Boltzmann’s constant,
is the viscosity of the fluid, and
the nanoparticle diameter. The second coefficient
that takes into account the thermophoretic or thermodiffusion effect is expressed by [
2]
where [
33]
is a proportional factor, and
k and
are the thermal conductivities of the fluid and of the nanoparticles, respectively.
From the expression of the Navier–Stokes laws (
44)
2, it is possible to evaluate the relaxations times
in terms of the two viscosities, that is,
Instead, comparing the Fourier laws (
44)
3, it is possible to evaluate the two relaxation times
in terms of the two thermal conductivities:
Once the stress tensors and the heat fluxes of both constituents are identified, it is possible to recover the whole stress tensor and the whole heat flux from (
42)
1,2, respectively.
and these relations recover exactly the assumptions (
5) and (
6) in Buongiorno’s theory. In this way, the whole viscosity
and the heat conductivity is the sum
, so by (
7) and (
8), it is possible to evaluate the particles viscosity and heat conductivity in terms of the viscosity and heat conductivity of the fluid and
for the particular case of alumina and water. Other kind of nanofluids can be evaluated in the same way.
9. Stationary 1D Solution
We propose as an application of the herein obtained model the stationary heat transfer problem along the one-dimensional direction:
. For the sake of simplicity, we set
and
. We linearize the field equations around the constant state
and
, expressing every unknown function as the sum of a constant equilibrium value and a linear perturbation in the non-equilibrium variables that vanishes at equilibrium. Therefore, assuming that all fields in (36) depend only on the
x-coordinate and neglecting all terms of the second order, we obtain
In terms of the dimensionless variables
where
is the length of the 1D domain,
, and with the expressions of the dimensionless relaxation times
the model can be recast in the following form:
This set of field equations can be easily analytically integrated. So, if we suppose that the initial values of the pressure for the two phase are identical, we compute the following solutions for the temperature field of the whole suspension and for each phase heat flux, stress tensor and pressure,
where the constants
A and
B are given by
while
-
are the integration constants that are determined by imposing boundary conditions. We suppose that temperature assumes the following boundary values at
:
and
. Furthermore, since we deal with a linearized set of field equations, we assume a skew-symmetric profile for the temperature field, so
must be verified. In this way, the solution for the temperature field is completely explicit, and it is shown in
Figure 1. We observe that the temperature fields assume the expected behavior that is the sum of the classical linear behavior plus boundary layers due to the contribution of the hyperbolic sine in (
55)
1.
The corresponding heat fluxes are represented in
Figure 2. We observe that the heat flux relative to the base fluid is negative, in accordance with the temperature behavior in
Figure 1, while the heat flux for the nanoparticles has the opposite sign.
In
Figure 3, the components of the deviatoric parts of the stress tensor and the pressures both relative to the base fluid and nanoparticles are represented. It is deduced from (
54)
1 that the total sum of the stress tensor and pressure for each component is constant.